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Table 2 List of selected variables ranked based on their ReliefF Exp Score. “A case study performed in 2019-20 to develop a Machine Learning-algorithm to estimate the incidence of Diabetes Mellitus in France”

From: Use of artificial intelligence for public health surveillance: a case study to develop a machine Learning-algorithm to estimate the incidence of diabetes mellitus in France

Ranked # CATEGORIES Independent Variables
1 AGE Age in years
Diabetes related variables
6 BIOLOGICAL TESTS Nb. of reimbursement of Glucose blood test in last 2 years
9 BIOLOGICAL TESTS Nb. of reimbursement of HbA1c tests in last 2 years
18 MEDICAL ACTS Nb. of reimbursement of Fundus examination by biomicroscopy with contact lens in last 2 years
19 MEDICAL ACTS Nb. of reimbursement of functional examination of the ocular motricity in last 2 years
20 MEDICAL ACTS Nb. of reimbursement of binocular vision examination in last 2 years
Non-diabetes related variables
2 BIOLOGICAL TESTS Nb. of reimbursement of Alkaline Phosphatase test in last 2 years
3 BIOLOGICAL TESTS Nb. of reimbursement of Gamma Glutamyle Transferase test in last 2 years
4 BIOLOGICAL TESTS Nb. of reimbursement of Transaminases (ALAT and ASAT, TGP and TGO) blood test in last 2 years
5 BIOLOGICAL TESTS Nb. of reimbursement of Uric Acid (Uricemia) blood test in last 2 years
7 BIOLOGICAL TESTS Nb. of reimbursement of Creatinine level blood test in last 2 years
8 BIOLOGICAL TESTS Nb. of reimbursement of Exploration of a Lipid Anomaly (ELA) blood test in last 2 years
10 BIOLOGICAL TESTS Nb. of reimbursement of C-Reactive Protein test in last 2 years
11 DRUGS Nb. of reimbursement of Proton pump inhibitors drugs in last 2 years
12 DRUGS Nb. of reimbursement of other antidiarrheal drugs in last 2 years
13 DRUGS Nb. of reimbursement of Penicillin with broad spectrum drugs in last 2 years
14 DRUGS Nb. of reimbursement of bacterial and viral vaccines, combined (diphtheria-haemophilus influenza B-pertussis-tetanus-hepatitis B-meningococcal A + C) in last 2 years
15 DRUGS Nb. of reimbursement of Acetic acid derivatives and related substances in last 2 years
16 DRUGS Nb. of reimbursement of Propionic acid derivatives in last 2 years
17 DRUGS Nb. of reimbursement of Anilides (Paracetamol) in last 2 years
21 MEDICAL ACTS Nb. of reimbursement of mammography, in last 2 years
22 MEDICAL ACTS Nb. of reimbursement of X-ray thorax in the previous 2 years in last 2 years
23 HOSPITALIZATION Total number of hospitalizations without a procedure (i.e. dialysis, chemotherapy) in last 2 years